Importing necessary libraries

EDA

Univariate Analysis

Bivariate Analsysis

Let's check for correlations.

Let's check the silhouette scores.

Insights

Business Recommendations based of K-means clustering

Hierarchial clustering

Start Hierarchial clustering

**We see that the cophenetic correlation is maximum with Euclidean distance and average linkage.

**Let's see the dendrograms for the different linkage methods.

Observations

Cluster Profiling

Insights

Recommendations

Cluster 0 and 1 are good long term investments. Cluster 4 can be considered for short to medium term investments Financials and Information Technology are the common denominator in the clusters

Dimensionality Reduction using PCA for visualization